Dataset info
| Number of variables | 31 |
|---|---|
| Number of observations | 569 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 137.9 KiB |
| Average record size in memory | 248.2 B |
Variables types
| Numeric | 20 |
|---|---|
| Categorical | 0 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 10 |
| Unsupported | 0 |
Warnings
area_worst is highly correlated with area_mean (ρ = 0.9592133256) | Rejected |
concave_points_mean has 13 (2.3%) zeros | Zeros |
concave_points_se has 13 (2.3%) zeros | Zeros |
concave_points_worst is highly correlated with concave_points_mean (ρ = 0.9101553143) | Rejected |
concavity_mean is highly correlated with concave_points_mean (ρ = 0.9213910264) | Rejected |
concavity_se has 13 (2.3%) zeros | Zeros |
concavity_worst has 13 (2.3%) zeros | Zeros |
perimeter_mean is highly correlated with area_worst (ρ = 0.941549808) | Rejected |
perimeter_se is highly correlated with area_se (ρ = 0.937655407) | Rejected |
perimeter_worst is highly correlated with perimeter_mean (ρ = 0.970386887) | Rejected |
radius_mean is highly correlated with perimeter_worst (ρ = 0.965136514) | Rejected |
radius_se is highly correlated with perimeter_se (ρ = 0.972793677) | Rejected |
radius_worst is highly correlated with radius_mean (ρ = 0.9695389726) | Rejected |
texture_worst is highly correlated with texture_mean (ρ = 0.9120445888) | Rejected |
area_mean
Numeric
| Distinct count | 539 |
|---|---|
| Unique (%) | 94.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 654.8891037 |
|---|---|
| Minimum | 143.5 |
| Maximum | 2501 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 143.5 |
|---|---|
| 5-th percentile | 275.78 |
| Q1 | 420.3 |
| Median | 551.1 |
| Q3 | 782.7 |
| 95-th percentile | 1309.8 |
| Maximum | 2501 |
| Range | 2357.5 |
| Interquartile range | 362.4 |
Descriptive statistics
| Standard deviation | 351.9141292 |
|---|---|
| Coef of variation | 0.5373644594 |
| Kurtosis | 3.652302762 |
| Mean | 654.8891037 |
| MAD | 263.4833843 |
| Skewness | 1.645732176 |
| Sum | 372631.9 |
| Variance | 123843.5543 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 143.5 221.25 358.25 603.15 718.2 1330.5 1801. 2501. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 512.2 | 3 | 0.5% | |
| 1214 | 2 | 0.4% | |
| 399.8 | 2 | 0.4% | |
| 758.6 | 2 | 0.4% | |
| 1075 | 2 | 0.4% | |
| 372.7 | 2 | 0.4% | |
| 684.5 | 2 | 0.4% | |
| 716.6 | 2 | 0.4% | |
| 1138 | 2 | 0.4% | |
| 658.8 | 2 | 0.4% | |
| Other values (529) | 548 | 96.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 143.5 | 1 | 0.2% | |
| 170.4 | 1 | 0.2% | |
| 178.8 | 1 | 0.2% | |
| 181 | 1 | 0.2% | |
| 201.9 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2501 | 1 | 0.2% | |
| 2499 | 1 | 0.2% | |
| 2250 | 1 | 0.2% | |
| 2010 | 1 | 0.2% | |
| 1878 | 1 | 0.2% |
area_se
Numeric
| Distinct count | 528 |
|---|---|
| Unique (%) | 92.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 40.33707909 |
|---|---|
| Minimum | 6.802 |
| Maximum | 542.2 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6.802 |
|---|---|
| 5-th percentile | 11.36 |
| Q1 | 17.85 |
| Median | 24.53 |
| Q3 | 45.19 |
| 95-th percentile | 115.8 |
| Maximum | 542.2 |
| Range | 535.398 |
| Interquartile range | 27.34 |
Descriptive statistics
| Standard deviation | 45.49100552 |
|---|---|
| Coef of variation | 1.127771434 |
| Kurtosis | 49.20907651 |
| Mean | 40.33707909 |
| MAD | 27.19650653 |
| Skewness | 5.447186285 |
| Sum | 22951.798 |
| Variance | 2069.431583 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 6.802 11.185 25.21 35.185 54.2 106.2 178.35 542.2 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 17.67 | 3 | 0.5% | |
| 16.64 | 3 | 0.5% | |
| 18.54 | 3 | 0.5% | |
| 16.97 | 3 | 0.5% | |
| 14.91 | 2 | 0.4% | |
| 19.53 | 2 | 0.4% | |
| 12.67 | 2 | 0.4% | |
| 44.41 | 2 | 0.4% | |
| 17.86 | 2 | 0.4% | |
| 20.56 | 2 | 0.4% | |
| Other values (518) | 545 | 95.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6.802 | 1 | 0.2% | |
| 7.228 | 1 | 0.2% | |
| 7.254 | 1 | 0.2% | |
| 7.326 | 1 | 0.2% | |
| 8.205 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 542.2 | 1 | 0.2% | |
| 525.6 | 1 | 0.2% | |
| 233 | 1 | 0.2% | |
| 224.1 | 1 | 0.2% | |
| 199.7 | 1 | 0.2% |
area_worst
Highly correlated
This variable is highly correlated with area_mean and should be ignored for analysis
| Correlation | 0.9592133256 |
|---|
compactness_mean
Numeric
| Distinct count | 537 |
|---|---|
| Unique (%) | 94.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1043409842 |
|---|---|
| Minimum | 0.01938 |
| Maximum | 0.3454 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.01938 |
|---|---|
| 5-th percentile | 0.04066 |
| Q1 | 0.06492 |
| Median | 0.09263 |
| Q3 | 0.1304 |
| 95-th percentile | 0.2087 |
| Maximum | 0.3454 |
| Range | 0.32602 |
| Interquartile range | 0.06548 |
Descriptive statistics
| Standard deviation | 0.05281275793 |
|---|---|
| Coef of variation | 0.5061554512 |
| Kurtosis | 1.650130467 |
| Mean | 0.1043409842 |
| MAD | 0.04110524022 |
| Skewness | 1.190123031 |
| Sum | 59.37002 |
| Variance | 0.0027891874 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.01938 0.033955 0.049685 0.086015 0.13425 0.17095 0.24355 0.3454 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1206 | 3 | 0.5% | |
| 0.1147 | 3 | 0.5% | |
| 0.04994 | 2 | 0.4% | |
| 0.1339 | 2 | 0.4% | |
| 0.1267 | 2 | 0.4% | |
| 0.2087 | 2 | 0.4% | |
| 0.07722 | 2 | 0.4% | |
| 0.07698 | 2 | 0.4% | |
| 0.03834 | 2 | 0.4% | |
| 0.1599 | 2 | 0.4% | |
| Other values (527) | 547 | 96.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.01938 | 1 | 0.2% | |
| 0.02344 | 1 | 0.2% | |
| 0.0265 | 1 | 0.2% | |
| 0.02675 | 1 | 0.2% | |
| 0.03116 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.3454 | 1 | 0.2% | |
| 0.3114 | 1 | 0.2% | |
| 0.2867 | 1 | 0.2% | |
| 0.2839 | 1 | 0.2% | |
| 0.2832 | 1 | 0.2% |
compactness_se
Numeric
| Distinct count | 541 |
|---|---|
| Unique (%) | 95.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02547813884 |
|---|---|
| Minimum | 0.002252 |
| Maximum | 0.1354 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.002252 |
|---|---|
| 5-th percentile | 0.0078922 |
| Q1 | 0.01308 |
| Median | 0.02045 |
| Q3 | 0.03245 |
| 95-th percentile | 0.060578 |
| Maximum | 0.1354 |
| Range | 0.133148 |
| Interquartile range | 0.01937 |
Descriptive statistics
| Standard deviation | 0.01790817933 |
|---|---|
| Coef of variation | 0.702884125 |
| Kurtosis | 5.106252483 |
| Mean | 0.02547813884 |
| MAD | 0.01313842534 |
| Skewness | 1.90222071 |
| Sum | 14.497061 |
| Variance | 0.0003207028868 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.002252 0.0079 0.018195 0.035 0.04957 0.07557 0.1354 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.0231 | 3 | 0.5% | |
| 0.01104 | 3 | 0.5% | |
| 0.01812 | 3 | 0.5% | |
| 0.02219 | 2 | 0.4% | |
| 0.01877 | 2 | 0.4% | |
| 0.01382 | 2 | 0.4% | |
| 0.01395 | 2 | 0.4% | |
| 0.01587 | 2 | 0.4% | |
| 0.009169 | 2 | 0.4% | |
| 0.0118 | 2 | 0.4% | |
| Other values (531) | 546 | 96.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.002252 | 1 | 0.2% | |
| 0.003012 | 1 | 0.2% | |
| 0.00371 | 1 | 0.2% | |
| 0.003746 | 1 | 0.2% | |
| 0.00466 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.1354 | 1 | 0.2% | |
| 0.1064 | 1 | 0.2% | |
| 0.1006 | 1 | 0.2% | |
| 0.09806 | 1 | 0.2% | |
| 0.09586 | 1 | 0.2% |
compactness_worst
Numeric
| Distinct count | 529 |
|---|---|
| Unique (%) | 93.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2542650439 |
|---|---|
| Minimum | 0.02729 |
| Maximum | 1.058 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.02729 |
|---|---|
| 5-th percentile | 0.071196 |
| Q1 | 0.1472 |
| Median | 0.2119 |
| Q3 | 0.3391 |
| 95-th percentile | 0.56412 |
| Maximum | 1.058 |
| Range | 1.03071 |
| Interquartile range | 0.1919 |
Descriptive statistics
| Standard deviation | 0.1573364889 |
|---|---|
| Coef of variation | 0.6187893014 |
| Kurtosis | 3.039288172 |
| Mean | 0.2542650439 |
| MAD | 0.1196837444 |
| Skewness | 1.4735549 |
| Sum | 144.67681 |
| Variance | 0.02475477074 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.02729 0.0646 0.25805 0.42735 0.62055 1.058 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.3416 | 3 | 0.5% | |
| 0.1486 | 3 | 0.5% | |
| 0.1822 | 2 | 0.4% | |
| 0.3089 | 2 | 0.4% | |
| 0.1517 | 2 | 0.4% | |
| 0.07348 | 2 | 0.4% | |
| 0.1582 | 2 | 0.4% | |
| 0.4061 | 2 | 0.4% | |
| 0.171 | 2 | 0.4% | |
| 0.3055 | 2 | 0.4% | |
| Other values (519) | 547 | 96.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.02729 | 1 | 0.2% | |
| 0.03432 | 1 | 0.2% | |
| 0.04327 | 1 | 0.2% | |
| 0.04619 | 1 | 0.2% | |
| 0.04712 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1.058 | 1 | 0.2% | |
| 0.9379 | 1 | 0.2% | |
| 0.9327 | 1 | 0.2% | |
| 0.8681 | 1 | 0.2% | |
| 0.8663 | 1 | 0.2% |
concave_points_mean
Numeric
| Distinct count | 542 |
|---|---|
| Unique (%) | 95.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.04891914587 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2012 |
| Zeros (%) | 2.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0056208 |
| Q1 | 0.02031 |
| Median | 0.0335 |
| Q3 | 0.074 |
| 95-th percentile | 0.12574 |
| Maximum | 0.2012 |
| Range | 0.2012 |
| Interquartile range | 0.05369 |
Descriptive statistics
| Standard deviation | 0.03880284486 |
|---|---|
| Coef of variation | 0.7932036459 |
| Kurtosis | 1.066555703 |
| Mean | 0.04891914587 |
| MAD | 0.03145979977 |
| Skewness | 1.171180081 |
| Sum | 27.834994 |
| Variance | 0.001505660769 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.000926 0.011065 0.03395 0.097735 0.1512 0.2012 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.02864 | 3 | 0.5% | |
| 0.1242 | 2 | 0.4% | |
| 0.05252 | 2 | 0.4% | |
| 0.05778 | 2 | 0.4% | |
| 0.02031 | 2 | 0.4% | |
| 0.01924 | 2 | 0.4% | |
| 0.01615 | 2 | 0.4% | |
| 0.02594 | 2 | 0.4% | |
| 0.1471 | 2 | 0.4% | |
| Other values (532) | 537 | 94.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001852 | 1 | 0.2% | |
| 0.002404 | 1 | 0.2% | |
| 0.002924 | 1 | 0.2% | |
| 0.002941 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.2012 | 1 | 0.2% | |
| 0.1913 | 1 | 0.2% | |
| 0.1878 | 1 | 0.2% | |
| 0.1845 | 1 | 0.2% | |
| 0.1823 | 1 | 0.2% |
concave_points_se
Numeric
| Distinct count | 507 |
|---|---|
| Unique (%) | 89.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.01179613708 |
|---|---|
| Minimum | 0 |
| Maximum | 0.05279 |
| Zeros (%) | 2.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0038308 |
| Q1 | 0.007638 |
| Median | 0.01093 |
| Q3 | 0.01471 |
| 95-th percentile | 0.022884 |
| Maximum | 0.05279 |
| Range | 0.05279 |
| Interquartile range | 0.007072 |
Descriptive statistics
| Standard deviation | 0.006170285174 |
|---|---|
| Coef of variation | 0.5230767607 |
| Kurtosis | 5.126301943 |
| Mean | 0.01179613708 |
| MAD | 0.004527923166 |
| Skewness | 1.444678145 |
| Sum | 6.712002 |
| Variance | 3.807241913e-05 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0. 0.0049695 0.01391 0.01914 0.02886 0.05279 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.0111 | 3 | 0.5% | |
| 0.01167 | 3 | 0.5% | |
| 0.01499 | 3 | 0.5% | |
| 0.01841 | 2 | 0.4% | |
| 0.01043 | 2 | 0.4% | |
| 0.012 | 2 | 0.4% | |
| 0.009155 | 2 | 0.4% | |
| 0.0191 | 2 | 0.4% | |
| 0.01262 | 2 | 0.4% | |
| Other values (497) | 535 | 94.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001852 | 1 | 0.2% | |
| 0.002386 | 1 | 0.2% | |
| 0.002404 | 1 | 0.2% | |
| 0.002924 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.05279 | 1 | 0.2% | |
| 0.0409 | 1 | 0.2% | |
| 0.03927 | 1 | 0.2% | |
| 0.03487 | 1 | 0.2% | |
| 0.03441 | 1 | 0.2% |
concave_points_worst
Highly correlated
This variable is highly correlated with concave_points_mean and should be ignored for analysis
| Correlation | 0.9101553143 |
|---|
concavity_mean
Highly correlated
This variable is highly correlated with concave_points_mean and should be ignored for analysis
| Correlation | 0.9213910264 |
|---|
concavity_se
Numeric
| Distinct count | 533 |
|---|---|
| Unique (%) | 93.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.03189371634 |
|---|---|
| Minimum | 0 |
| Maximum | 0.396 |
| Zeros (%) | 2.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0032526 |
| Q1 | 0.01509 |
| Median | 0.02589 |
| Q3 | 0.04205 |
| 95-th percentile | 0.078936 |
| Maximum | 0.396 |
| Range | 0.396 |
| Interquartile range | 0.02696 |
Descriptive statistics
| Standard deviation | 0.03018606032 |
|---|---|
| Coef of variation | 0.9464579166 |
| Kurtosis | 48.8613953 |
| Mean | 0.03189371634 |
| MAD | 0.0186080085 |
| Skewness | 5.110463049 |
| Sum | 18.1475246 |
| Variance | 0.0009111982378 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.0000e+00 3.4600e-04 9.9315e-03 3.1310e-02 5.7560e-02 8.1950e-02 1.4865e-01 3.9600e-01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.01376 | 2 | 0.4% | |
| 0.04344 | 2 | 0.4% | |
| 0.018 | 2 | 0.4% | |
| 0.02681 | 2 | 0.4% | |
| 0.02071 | 2 | 0.4% | |
| 0.03872 | 2 | 0.4% | |
| 0.01652 | 2 | 0.4% | |
| 0.02185 | 2 | 0.4% | |
| 0.02664 | 2 | 0.4% | |
| Other values (523) | 538 | 94.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.000692 | 1 | 0.2% | |
| 0.0007929 | 1 | 0.2% | |
| 0.0009737 | 1 | 0.2% | |
| 0.001128 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.396 | 1 | 0.2% | |
| 0.3038 | 1 | 0.2% | |
| 0.1535 | 1 | 0.2% | |
| 0.1438 | 1 | 0.2% | |
| 0.1435 | 1 | 0.2% |
concavity_worst
Numeric
| Distinct count | 539 |
|---|---|
| Unique (%) | 94.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2721884833 |
|---|---|
| Minimum | 0 |
| Maximum | 1.252 |
| Zeros (%) | 2.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01836 |
| Q1 | 0.1145 |
| Median | 0.2267 |
| Q3 | 0.3829 |
| 95-th percentile | 0.68238 |
| Maximum | 1.252 |
| Range | 1.252 |
| Interquartile range | 0.2684 |
Descriptive statistics
| Standard deviation | 0.2086242806 |
|---|---|
| Coef of variation | 0.7664699038 |
| Kurtosis | 1.615253298 |
| Mean | 0.2721884833 |
| MAD | 0.1646995763 |
| Skewness | 1.150236822 |
| Sum | 154.875247 |
| Variance | 0.04352409046 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.0000e+00 9.2250e-04 1.9580e-01 4.0345e-01 7.3960e-01 1.2520e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.1377 | 3 | 0.5% | |
| 0.4504 | 3 | 0.5% | |
| 0.1804 | 2 | 0.4% | |
| 0.3853 | 2 | 0.4% | |
| 0.4024 | 2 | 0.4% | |
| 0.256 | 2 | 0.4% | |
| 0.1811 | 2 | 0.4% | |
| 0.1564 | 2 | 0.4% | |
| 0.3344 | 2 | 0.4% | |
| Other values (529) | 536 | 94.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001845 | 1 | 0.2% | |
| 0.003581 | 1 | 0.2% | |
| 0.004955 | 1 | 0.2% | |
| 0.005518 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1.252 | 1 | 0.2% | |
| 1.17 | 1 | 0.2% | |
| 1.105 | 1 | 0.2% | |
| 0.9608 | 1 | 0.2% | |
| 0.9387 | 1 | 0.2% |
diagnosis
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 357 | 62.7% | |
| 1 | 212 | 37.3% |
fractal_dimension_mean
Numeric
| Distinct count | 499 |
|---|---|
| Unique (%) | 87.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.06279760984 |
|---|---|
| Minimum | 0.04996 |
| Maximum | 0.09744 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.04996 |
|---|---|
| 5-th percentile | 0.053926 |
| Q1 | 0.0577 |
| Median | 0.06154 |
| Q3 | 0.06612 |
| 95-th percentile | 0.07609 |
| Maximum | 0.09744 |
| Range | 0.04748 |
| Interquartile range | 0.00842 |
Descriptive statistics
| Standard deviation | 0.007060362795 |
|---|---|
| Coef of variation | 0.1124304382 |
| Kurtosis | 3.00589212 |
| Mean | 0.06279760984 |
| MAD | 0.005306453526 |
| Skewness | 1.304488813 |
| Sum | 35.73184 |
| Variance | 4.98487228e-05 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.04996 0.052285 0.055015 0.063465 0.0692 0.07417 0.08252 0.09744 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.05667 | 3 | 0.5% | |
| 0.06113 | 3 | 0.5% | |
| 0.05913 | 3 | 0.5% | |
| 0.06782 | 3 | 0.5% | |
| 0.05907 | 3 | 0.5% | |
| 0.05715 | 2 | 0.4% | |
| 0.06758 | 2 | 0.4% | |
| 0.06331 | 2 | 0.4% | |
| 0.05866 | 2 | 0.4% | |
| 0.06284 | 2 | 0.4% | |
| Other values (489) | 544 | 95.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.04996 | 1 | 0.2% | |
| 0.05024 | 1 | 0.2% | |
| 0.05025 | 1 | 0.2% | |
| 0.05044 | 1 | 0.2% | |
| 0.05054 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.09744 | 1 | 0.2% | |
| 0.09575 | 1 | 0.2% | |
| 0.09502 | 1 | 0.2% | |
| 0.09296 | 1 | 0.2% | |
| 0.0898 | 1 | 0.2% |
fractal_dimension_se
Numeric
| Distinct count | 545 |
|---|---|
| Unique (%) | 95.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.003794903866 |
|---|---|
| Minimum | 0.0008948 |
| Maximum | 0.02984 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.0008948 |
|---|---|
| 5-th percentile | 0.0015216 |
| Q1 | 0.002248 |
| Median | 0.003187 |
| Q3 | 0.004558 |
| 95-th percentile | 0.0079598 |
| Maximum | 0.02984 |
| Range | 0.0289452 |
| Interquartile range | 0.00231 |
Descriptive statistics
| Standard deviation | 0.002646070967 |
|---|---|
| Coef of variation | 0.6972695647 |
| Kurtosis | 26.28084749 |
| Mean | 0.003794903866 |
| MAD | 0.001664151128 |
| Skewness | 3.92396862 |
| Sum | 2.1593003 |
| Variance | 7.001691563e-06 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.0008948 0.0015165 0.0028255 0.004836 0.0062265 0.008223 0.01291 0.02984 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.002205 | 2 | 0.4% | |
| 0.002887 | 2 | 0.4% | |
| 0.003318 | 2 | 0.4% | |
| 0.001906 | 2 | 0.4% | |
| 0.00456 | 2 | 0.4% | |
| 0.001976 | 2 | 0.4% | |
| 0.003696 | 2 | 0.4% | |
| 0.003224 | 2 | 0.4% | |
| 0.002551 | 2 | 0.4% | |
| 0.001892 | 2 | 0.4% | |
| Other values (535) | 549 | 96.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.0008948 | 1 | 0.2% | |
| 0.0009502 | 1 | 0.2% | |
| 0.0009683 | 1 | 0.2% | |
| 0.001002 | 1 | 0.2% | |
| 0.001058 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.02984 | 1 | 0.2% | |
| 0.02286 | 1 | 0.2% | |
| 0.02193 | 1 | 0.2% | |
| 0.01792 | 1 | 0.2% | |
| 0.01298 | 1 | 0.2% |
fractal_dimension_worst
Numeric
| Distinct count | 535 |
|---|---|
| Unique (%) | 94.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.08394581722 |
|---|---|
| Minimum | 0.05504 |
| Maximum | 0.2075 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.05504 |
|---|---|
| 5-th percentile | 0.062558 |
| Q1 | 0.07146 |
| Median | 0.08004 |
| Q3 | 0.09208 |
| 95-th percentile | 0.11952 |
| Maximum | 0.2075 |
| Range | 0.15246 |
| Interquartile range | 0.02062 |
Descriptive statistics
| Standard deviation | 0.01806126735 |
|---|---|
| Coef of variation | 0.2151538688 |
| Kurtosis | 5.244610556 |
| Mean | 0.08394581722 |
| MAD | 0.01340966682 |
| Skewness | 1.662579266 |
| Sum | 47.76517 |
| Variance | 0.0003262093782 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.05504 0.06419 0.083245 0.09356 0.1085 0.14385 0.2075 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.07427 | 3 | 0.5% | |
| 0.1297 | 2 | 0.4% | |
| 0.07918 | 2 | 0.4% | |
| 0.08633 | 2 | 0.4% | |
| 0.09136 | 2 | 0.4% | |
| 0.07623 | 2 | 0.4% | |
| 0.08174 | 2 | 0.4% | |
| 0.0895 | 2 | 0.4% | |
| 0.06915 | 2 | 0.4% | |
| 0.1023 | 2 | 0.4% | |
| Other values (525) | 548 | 96.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.05504 | 1 | 0.2% | |
| 0.05521 | 1 | 0.2% | |
| 0.05525 | 1 | 0.2% | |
| 0.05695 | 1 | 0.2% | |
| 0.05737 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.2075 | 1 | 0.2% | |
| 0.173 | 1 | 0.2% | |
| 0.1486 | 1 | 0.2% | |
| 0.1446 | 1 | 0.2% | |
| 0.1431 | 1 | 0.2% |
perimeter_mean
Highly correlated
This variable is highly correlated with area_worst and should be ignored for analysis
| Correlation | 0.941549808 |
|---|
perimeter_se
Highly correlated
This variable is highly correlated with area_se and should be ignored for analysis
| Correlation | 0.937655407 |
|---|
perimeter_worst
Highly correlated
This variable is highly correlated with perimeter_mean and should be ignored for analysis
| Correlation | 0.970386887 |
|---|
radius_mean
Highly correlated
This variable is highly correlated with perimeter_worst and should be ignored for analysis
| Correlation | 0.965136514 |
|---|
radius_se
Highly correlated
This variable is highly correlated with perimeter_se and should be ignored for analysis
| Correlation | 0.972793677 |
|---|
radius_worst
Highly correlated
This variable is highly correlated with radius_mean and should be ignored for analysis
| Correlation | 0.9695389726 |
|---|
smoothness_mean
Numeric
| Distinct count | 474 |
|---|---|
| Unique (%) | 83.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.0963602812 |
|---|---|
| Minimum | 0.05263 |
| Maximum | 0.1634 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.05263 |
|---|---|
| 5-th percentile | 0.075042 |
| Q1 | 0.08637 |
| Median | 0.09587 |
| Q3 | 0.1053 |
| 95-th percentile | 0.11878 |
| Maximum | 0.1634 |
| Range | 0.11077 |
| Interquartile range | 0.01893 |
Descriptive statistics
| Standard deviation | 0.01406412814 |
|---|---|
| Coef of variation | 0.1459535813 |
| Kurtosis | 0.8559749304 |
| Mean | 0.0963602812 |
| MAD | 0.01116098863 |
| Skewness | 0.4563237648 |
| Sum | 54.829 |
| Variance | 0.0001977997003 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.05263 0.068555 0.079315 0.10755 0.1171 0.12885 0.1634 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1007 | 5 | 0.9% | |
| 0.1075 | 4 | 0.7% | |
| 0.1054 | 4 | 0.7% | |
| 0.115 | 4 | 0.7% | |
| 0.1089 | 3 | 0.5% | |
| 0.1037 | 3 | 0.5% | |
| 0.09462 | 3 | 0.5% | |
| 0.1049 | 3 | 0.5% | |
| 0.08511 | 3 | 0.5% | |
| 0.1066 | 3 | 0.5% | |
| Other values (464) | 534 | 93.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.05263 | 1 | 0.2% | |
| 0.06251 | 1 | 0.2% | |
| 0.06429 | 1 | 0.2% | |
| 0.06576 | 1 | 0.2% | |
| 0.06613 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.1634 | 1 | 0.2% | |
| 0.1447 | 1 | 0.2% | |
| 0.1425 | 1 | 0.2% | |
| 0.1398 | 1 | 0.2% | |
| 0.1371 | 1 | 0.2% |
smoothness_se
Numeric
| Distinct count | 547 |
|---|---|
| Unique (%) | 96.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.00704097891 |
|---|---|
| Minimum | 0.001713 |
| Maximum | 0.03113 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.001713 |
|---|---|
| 5-th percentile | 0.0036902 |
| Q1 | 0.005169 |
| Median | 0.00638 |
| Q3 | 0.008146 |
| 95-th percentile | 0.012644 |
| Maximum | 0.03113 |
| Range | 0.029417 |
| Interquartile range | 0.002977 |
Descriptive statistics
| Standard deviation | 0.003002517944 |
|---|---|
| Coef of variation | 0.4264347305 |
| Kurtosis | 10.46983953 |
| Mean | 0.00704097891 |
| MAD | 0.002122905662 |
| Skewness | 2.314450057 |
| Sum | 4.006317 |
| Variance | 9.015114003e-06 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.001713 0.003154 0.0040925 0.0068065 0.008135 0.010975 0.01593 0.03113 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.01052 | 2 | 0.4% | |
| 0.00604 | 2 | 0.4% | |
| 0.005884 | 2 | 0.4% | |
| 0.007595 | 2 | 0.4% | |
| 0.005251 | 2 | 0.4% | |
| 0.006399 | 2 | 0.4% | |
| 0.01017 | 2 | 0.4% | |
| 0.006494 | 2 | 0.4% | |
| 0.01 | 2 | 0.4% | |
| 0.01038 | 2 | 0.4% | |
| Other values (537) | 549 | 96.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.001713 | 1 | 0.2% | |
| 0.002667 | 1 | 0.2% | |
| 0.002826 | 1 | 0.2% | |
| 0.002838 | 1 | 0.2% | |
| 0.002866 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.03113 | 1 | 0.2% | |
| 0.02333 | 1 | 0.2% | |
| 0.02177 | 1 | 0.2% | |
| 0.02075 | 1 | 0.2% | |
| 0.01835 | 1 | 0.2% |
smoothness_worst
Numeric
| Distinct count | 411 |
|---|---|
| Unique (%) | 72.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.132368594 |
|---|---|
| Minimum | 0.07117 |
| Maximum | 0.2226 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.07117 |
|---|---|
| 5-th percentile | 0.095734 |
| Q1 | 0.1166 |
| Median | 0.1313 |
| Q3 | 0.146 |
| 95-th percentile | 0.17184 |
| Maximum | 0.2226 |
| Range | 0.15143 |
| Interquartile range | 0.0294 |
Descriptive statistics
| Standard deviation | 0.0228324294 |
|---|---|
| Coef of variation | 0.172491289 |
| Kurtosis | 0.5178251903 |
| Mean | 0.132368594 |
| MAD | 0.01795559947 |
| Skewness | 0.4154259963 |
| Sum | 75.31773 |
| Variance | 0.0005213198325 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.07117 0.09235 0.107 0.15625 0.19055 0.2226 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1216 | 4 | 0.7% | |
| 0.1312 | 4 | 0.7% | |
| 0.1275 | 4 | 0.7% | |
| 0.1256 | 4 | 0.7% | |
| 0.1415 | 4 | 0.7% | |
| 0.1223 | 4 | 0.7% | |
| 0.1234 | 4 | 0.7% | |
| 0.1401 | 4 | 0.7% | |
| 0.1347 | 4 | 0.7% | |
| 0.1316 | 3 | 0.5% | |
| Other values (401) | 530 | 93.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.07117 | 1 | 0.2% | |
| 0.08125 | 1 | 0.2% | |
| 0.08409 | 1 | 0.2% | |
| 0.08484 | 1 | 0.2% | |
| 0.08567 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.2226 | 1 | 0.2% | |
| 0.2184 | 1 | 0.2% | |
| 0.2098 | 1 | 0.2% | |
| 0.2006 | 1 | 0.2% | |
| 0.1909 | 1 | 0.2% |
symmetry_mean
Numeric
| Distinct count | 432 |
|---|---|
| Unique (%) | 75.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1811618629 |
|---|---|
| Minimum | 0.106 |
| Maximum | 0.304 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.106 |
|---|---|
| 5-th percentile | 0.1415 |
| Q1 | 0.1619 |
| Median | 0.1792 |
| Q3 | 0.1957 |
| 95-th percentile | 0.23072 |
| Maximum | 0.304 |
| Range | 0.198 |
| Interquartile range | 0.0338 |
Descriptive statistics
| Standard deviation | 0.02741428134 |
|---|---|
| Coef of variation | 0.1513247926 |
| Kurtosis | 1.287932992 |
| Mean | 0.1811618629 |
| MAD | 0.02114575814 |
| Skewness | 0.7256089734 |
| Sum | 103.0811 |
| Variance | 0.0007515428212 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.106 0.1338 0.15055 0.19785 0.22035 0.2596 0.304 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1714 | 4 | 0.7% | |
| 0.1769 | 4 | 0.7% | |
| 0.1893 | 4 | 0.7% | |
| 0.1717 | 4 | 0.7% | |
| 0.1601 | 4 | 0.7% | |
| 0.2116 | 3 | 0.5% | |
| 0.193 | 3 | 0.5% | |
| 0.1619 | 3 | 0.5% | |
| 0.1861 | 3 | 0.5% | |
| 0.172 | 3 | 0.5% | |
| Other values (422) | 534 | 93.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.106 | 1 | 0.2% | |
| 0.1167 | 1 | 0.2% | |
| 0.1203 | 1 | 0.2% | |
| 0.1215 | 1 | 0.2% | |
| 0.122 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.304 | 1 | 0.2% | |
| 0.2906 | 1 | 0.2% | |
| 0.2743 | 1 | 0.2% | |
| 0.2678 | 1 | 0.2% | |
| 0.2655 | 1 | 0.2% |
symmetry_se
Numeric
| Distinct count | 498 |
|---|---|
| Unique (%) | 87.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.02054229877 |
|---|---|
| Minimum | 0.007882 |
| Maximum | 0.07895 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.007882 |
|---|---|
| 5-th percentile | 0.011758 |
| Q1 | 0.01516 |
| Median | 0.01873 |
| Q3 | 0.02348 |
| 95-th percentile | 0.034988 |
| Maximum | 0.07895 |
| Range | 0.071068 |
| Interquartile range | 0.00832 |
Descriptive statistics
| Standard deviation | 0.008266371529 |
|---|---|
| Coef of variation | 0.4024073265 |
| Kurtosis | 7.896129828 |
| Mean | 0.02054229877 |
| MAD | 0.005819244146 |
| Skewness | 2.1951329 |
| Sum | 11.688568 |
| Variance | 6.833289825e-05 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.007882 0.010545 0.013155 0.021065 0.02797 0.03525 0.04523 0.07895 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.01344 | 4 | 0.7% | |
| 0.01536 | 3 | 0.5% | |
| 0.01897 | 3 | 0.5% | |
| 0.01884 | 3 | 0.5% | |
| 0.02045 | 3 | 0.5% | |
| 0.0187 | 3 | 0.5% | |
| 0.01924 | 3 | 0.5% | |
| 0.01454 | 3 | 0.5% | |
| 0.01647 | 3 | 0.5% | |
| 0.01719 | 2 | 0.4% | |
| Other values (488) | 539 | 94.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.007882 | 1 | 0.2% | |
| 0.009539 | 1 | 0.2% | |
| 0.009947 | 1 | 0.2% | |
| 0.01013 | 1 | 0.2% | |
| 0.01029 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.07895 | 1 | 0.2% | |
| 0.06146 | 1 | 0.2% | |
| 0.05963 | 1 | 0.2% | |
| 0.05628 | 1 | 0.2% | |
| 0.05543 | 1 | 0.2% |
symmetry_worst
Numeric
| Distinct count | 500 |
|---|---|
| Unique (%) | 87.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.2900755712 |
|---|---|
| Minimum | 0.1565 |
| Maximum | 0.6638 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.1565 |
|---|---|
| 5-th percentile | 0.2127 |
| Q1 | 0.2504 |
| Median | 0.2822 |
| Q3 | 0.3179 |
| 95-th percentile | 0.40616 |
| Maximum | 0.6638 |
| Range | 0.5073 |
| Interquartile range | 0.0675 |
Descriptive statistics
| Standard deviation | 0.06186746754 |
|---|---|
| Coef of variation | 0.2132805161 |
| Kurtosis | 4.444559518 |
| Mean | 0.2900755712 |
| MAD | 0.04487112098 |
| Skewness | 1.433927765 |
| Sum | 165.053 |
| Variance | 0.00382758354 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.1565 0.2095 0.22155 0.33225 0.3702 0.48725 0.6638 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.2226 | 3 | 0.5% | |
| 0.2369 | 3 | 0.5% | |
| 0.2383 | 3 | 0.5% | |
| 0.2972 | 3 | 0.5% | |
| 0.3196 | 3 | 0.5% | |
| 0.3109 | 3 | 0.5% | |
| 0.2694 | 2 | 0.4% | |
| 0.3103 | 2 | 0.4% | |
| 0.2404 | 2 | 0.4% | |
| 0.3187 | 2 | 0.4% | |
| Other values (490) | 543 | 95.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.1565 | 1 | 0.2% | |
| 0.1566 | 1 | 0.2% | |
| 0.1603 | 1 | 0.2% | |
| 0.1648 | 1 | 0.2% | |
| 0.1652 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 0.6638 | 1 | 0.2% | |
| 0.5774 | 1 | 0.2% | |
| 0.5558 | 1 | 0.2% | |
| 0.544 | 1 | 0.2% | |
| 0.5166 | 1 | 0.2% |
texture_mean
Numeric
| Distinct count | 479 |
|---|---|
| Unique (%) | 84.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 19.28964851 |
|---|---|
| Minimum | 9.71 |
| Maximum | 39.28 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9.71 |
|---|---|
| 5-th percentile | 13.088 |
| Q1 | 16.17 |
| Median | 18.84 |
| Q3 | 21.8 |
| 95-th percentile | 27.15 |
| Maximum | 39.28 |
| Range | 29.57 |
| Interquartile range | 5.63 |
Descriptive statistics
| Standard deviation | 4.301035768 |
|---|---|
| Coef of variation | 0.2229711841 |
| Kurtosis | 0.7583189724 |
| Mean | 19.28964851 |
| MAD | 3.38496465 |
| Skewness | 0.6504495421 |
| Sum | 10975.81 |
| Variance | 18.49890868 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 9.71 12.725 14.61 22.545 25.525 29.89 39.28 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 14.93 | 3 | 0.5% | |
| 15.7 | 3 | 0.5% | |
| 18.9 | 3 | 0.5% | |
| 16.84 | 3 | 0.5% | |
| 17.46 | 3 | 0.5% | |
| 18.22 | 3 | 0.5% | |
| 20.52 | 3 | 0.5% | |
| 16.85 | 3 | 0.5% | |
| 19.83 | 3 | 0.5% | |
| 18.89 | 2 | 0.4% | |
| Other values (469) | 540 | 94.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 9.71 | 1 | 0.2% | |
| 10.38 | 1 | 0.2% | |
| 10.72 | 1 | 0.2% | |
| 10.82 | 1 | 0.2% | |
| 10.89 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 39.28 | 1 | 0.2% | |
| 33.81 | 1 | 0.2% | |
| 33.56 | 1 | 0.2% | |
| 32.47 | 1 | 0.2% | |
| 31.12 | 1 | 0.2% |
texture_se
Numeric
| Distinct count | 519 |
|---|---|
| Unique (%) | 91.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.216853427 |
|---|---|
| Minimum | 0.3602 |
| Maximum | 4.885 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.3602 |
|---|---|
| 5-th percentile | 0.54014 |
| Q1 | 0.8339 |
| Median | 1.108 |
| Q3 | 1.474 |
| 95-th percentile | 2.212 |
| Maximum | 4.885 |
| Range | 4.5248 |
| Interquartile range | 0.6401 |
Descriptive statistics
| Standard deviation | 0.5516483926 |
|---|---|
| Coef of variation | 0.4533400493 |
| Kurtosis | 5.349168692 |
| Mean | 1.216853427 |
| MAD | 0.4087402152 |
| Skewness | 1.646443809 |
| Sum | 692.3896 |
| Variance | 0.3043159491 |
| Memory size | 4.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.3602 0.62115 1.5105 1.976 2.9185 4.885 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1.35 | 3 | 0.5% | |
| 1.268 | 3 | 0.5% | |
| 0.8561 | 3 | 0.5% | |
| 1.15 | 3 | 0.5% | |
| 1.428 | 2 | 0.4% | |
| 0.9429 | 2 | 0.4% | |
| 1.169 | 2 | 0.4% | |
| 1.39 | 2 | 0.4% | |
| 1.166 | 2 | 0.4% | |
| 1.199 | 2 | 0.4% | |
| Other values (509) | 545 | 95.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.3602 | 1 | 0.2% | |
| 0.3621 | 1 | 0.2% | |
| 0.3628 | 1 | 0.2% | |
| 0.3871 | 1 | 0.2% | |
| 0.3981 | 1 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4.885 | 1 | 0.2% | |
| 3.896 | 1 | 0.2% | |
| 3.647 | 1 | 0.2% | |
| 3.568 | 1 | 0.2% | |
| 3.12 | 1 | 0.2% |
texture_worst
Highly correlated
This variable is highly correlated with texture_mean and should be ignored for analysis
| Correlation | 0.9120445888 |
|---|
First rows
| area_mean | area_se | area_worst | compactness_mean | compactness_se | compactness_worst | concave_points_mean | concave_points_se | concave_points_worst | concavity_mean | concavity_se | concavity_worst | diagnosis | fractal_dimension_mean | fractal_dimension_se | fractal_dimension_worst | perimeter_mean | perimeter_se | perimeter_worst | radius_mean | radius_se | radius_worst | smoothness_mean | smoothness_se | smoothness_worst | symmetry_mean | symmetry_se | symmetry_worst | texture_mean | texture_se | texture_worst | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1001.0 | 153.40 | 2019.0 | 0.27760 | 0.04904 | 0.6656 | 0.14710 | 0.01587 | 0.2654 | 0.30010 | 0.05373 | 0.7119 | 1 | 0.07871 | 0.006193 | 0.11890 | 122.80 | 8.589 | 184.60 | 17.99 | 1.0950 | 25.38 | 0.11840 | 0.006399 | 0.1622 | 0.2419 | 0.03003 | 0.4601 | 10.38 | 0.9053 | 17.33 |
| 1 | 1326.0 | 74.08 | 1956.0 | 0.07864 | 0.01308 | 0.1866 | 0.07017 | 0.01340 | 0.1860 | 0.08690 | 0.01860 | 0.2416 | 1 | 0.05667 | 0.003532 | 0.08902 | 132.90 | 3.398 | 158.80 | 20.57 | 0.5435 | 24.99 | 0.08474 | 0.005225 | 0.1238 | 0.1812 | 0.01389 | 0.2750 | 17.77 | 0.7339 | 23.41 |
| 2 | 1203.0 | 94.03 | 1709.0 | 0.15990 | 0.04006 | 0.4245 | 0.12790 | 0.02058 | 0.2430 | 0.19740 | 0.03832 | 0.4504 | 1 | 0.05999 | 0.004571 | 0.08758 | 130.00 | 4.585 | 152.50 | 19.69 | 0.7456 | 23.57 | 0.10960 | 0.006150 | 0.1444 | 0.2069 | 0.02250 | 0.3613 | 21.25 | 0.7869 | 25.53 |
| 3 | 386.1 | 27.23 | 567.7 | 0.28390 | 0.07458 | 0.8663 | 0.10520 | 0.01867 | 0.2575 | 0.24140 | 0.05661 | 0.6869 | 1 | 0.09744 | 0.009208 | 0.17300 | 77.58 | 3.445 | 98.87 | 11.42 | 0.4956 | 14.91 | 0.14250 | 0.009110 | 0.2098 | 0.2597 | 0.05963 | 0.6638 | 20.38 | 1.1560 | 26.50 |
| 4 | 1297.0 | 94.44 | 1575.0 | 0.13280 | 0.02461 | 0.2050 | 0.10430 | 0.01885 | 0.1625 | 0.19800 | 0.05688 | 0.4000 | 1 | 0.05883 | 0.005115 | 0.07678 | 135.10 | 5.438 | 152.20 | 20.29 | 0.7572 | 22.54 | 0.10030 | 0.011490 | 0.1374 | 0.1809 | 0.01756 | 0.2364 | 14.34 | 0.7813 | 16.67 |
| 5 | 477.1 | 27.19 | 741.6 | 0.17000 | 0.03345 | 0.5249 | 0.08089 | 0.01137 | 0.1741 | 0.15780 | 0.03672 | 0.5355 | 1 | 0.07613 | 0.005082 | 0.12440 | 82.57 | 2.217 | 103.40 | 12.45 | 0.3345 | 15.47 | 0.12780 | 0.007510 | 0.1791 | 0.2087 | 0.02165 | 0.3985 | 15.70 | 0.8902 | 23.75 |
| 6 | 1040.0 | 53.91 | 1606.0 | 0.10900 | 0.01382 | 0.2576 | 0.07400 | 0.01039 | 0.1932 | 0.11270 | 0.02254 | 0.3784 | 1 | 0.05742 | 0.002179 | 0.08368 | 119.60 | 3.180 | 153.20 | 18.25 | 0.4467 | 22.88 | 0.09463 | 0.004314 | 0.1442 | 0.1794 | 0.01369 | 0.3063 | 19.98 | 0.7732 | 27.66 |
| 7 | 577.9 | 50.96 | 897.0 | 0.16450 | 0.03029 | 0.3682 | 0.05985 | 0.01448 | 0.1556 | 0.09366 | 0.02488 | 0.2678 | 1 | 0.07451 | 0.005412 | 0.11510 | 90.20 | 3.856 | 110.60 | 13.71 | 0.5835 | 17.06 | 0.11890 | 0.008805 | 0.1654 | 0.2196 | 0.01486 | 0.3196 | 20.83 | 1.3770 | 28.14 |
| 8 | 519.8 | 24.32 | 739.3 | 0.19320 | 0.03502 | 0.5401 | 0.09353 | 0.01226 | 0.2060 | 0.18590 | 0.03553 | 0.5390 | 1 | 0.07389 | 0.003749 | 0.10720 | 87.50 | 2.406 | 106.20 | 13.00 | 0.3063 | 15.49 | 0.12730 | 0.005731 | 0.1703 | 0.2350 | 0.02143 | 0.4378 | 21.82 | 1.0020 | 30.73 |
| 9 | 475.9 | 23.94 | 711.4 | 0.23960 | 0.07217 | 1.0580 | 0.08543 | 0.01432 | 0.2210 | 0.22730 | 0.07743 | 1.1050 | 1 | 0.08243 | 0.010080 | 0.20750 | 83.97 | 2.039 | 97.65 | 12.46 | 0.2976 | 15.09 | 0.11860 | 0.007149 | 0.1853 | 0.2030 | 0.01789 | 0.4366 | 24.04 | 1.5990 | 40.68 |
Last rows
| area_mean | area_se | area_worst | compactness_mean | compactness_se | compactness_worst | concave_points_mean | concave_points_se | concave_points_worst | concavity_mean | concavity_se | concavity_worst | diagnosis | fractal_dimension_mean | fractal_dimension_se | fractal_dimension_worst | perimeter_mean | perimeter_se | perimeter_worst | radius_mean | radius_se | radius_worst | smoothness_mean | smoothness_se | smoothness_worst | symmetry_mean | symmetry_se | symmetry_worst | texture_mean | texture_se | texture_worst | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 559 | 403.5 | 16.97 | 474.2 | 0.10210 | 0.029820 | 0.25170 | 0.04105 | 0.01267 | 0.09653 | 0.11120 | 0.05738 | 0.3630 | 0 | 0.06570 | 0.004738 | 0.08732 | 74.52 | 1.936 | 82.28 | 11.51 | 0.2388 | 12.480 | 0.09261 | 0.008200 | 0.12980 | 0.1388 | 0.01488 | 0.2112 | 23.93 | 2.904 | 37.16 |
| 560 | 600.4 | 29.84 | 706.7 | 0.11260 | 0.026780 | 0.22640 | 0.04304 | 0.01626 | 0.10480 | 0.04462 | 0.02071 | 0.1326 | 0 | 0.06171 | 0.005304 | 0.08321 | 91.38 | 2.888 | 100.20 | 14.05 | 0.3645 | 15.300 | 0.09929 | 0.007256 | 0.12410 | 0.1537 | 0.02080 | 0.2250 | 27.15 | 1.492 | 33.17 |
| 561 | 386.0 | 22.81 | 439.6 | 0.03558 | 0.008878 | 0.05494 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.0000 | 0 | 0.05502 | 0.001773 | 0.05905 | 70.67 | 2.041 | 75.19 | 11.20 | 0.3141 | 11.920 | 0.07449 | 0.007594 | 0.09267 | 0.1060 | 0.01989 | 0.1566 | 29.37 | 3.896 | 38.30 |
| 562 | 716.9 | 22.65 | 915.0 | 0.20870 | 0.048440 | 0.79170 | 0.09429 | 0.01608 | 0.23560 | 0.25500 | 0.07359 | 1.1700 | 1 | 0.07152 | 0.006142 | 0.14090 | 103.40 | 2.362 | 128.70 | 15.22 | 0.2602 | 17.520 | 0.10480 | 0.004625 | 0.14170 | 0.2128 | 0.02137 | 0.4089 | 30.62 | 1.205 | 42.79 |
| 563 | 1347.0 | 118.80 | 1819.0 | 0.22360 | 0.043100 | 0.41860 | 0.14740 | 0.02624 | 0.25420 | 0.31740 | 0.07845 | 0.6599 | 1 | 0.06879 | 0.006213 | 0.09873 | 143.00 | 8.758 | 179.10 | 20.92 | 0.9622 | 24.290 | 0.10990 | 0.006399 | 0.14070 | 0.2149 | 0.02057 | 0.2929 | 25.09 | 1.026 | 29.41 |
| 564 | 1479.0 | 158.70 | 2027.0 | 0.11590 | 0.028910 | 0.21130 | 0.13890 | 0.02454 | 0.22160 | 0.24390 | 0.05198 | 0.4107 | 1 | 0.05623 | 0.004239 | 0.07115 | 142.00 | 7.673 | 166.10 | 21.56 | 1.1760 | 25.450 | 0.11100 | 0.010300 | 0.14100 | 0.1726 | 0.01114 | 0.2060 | 22.39 | 1.256 | 26.40 |
| 565 | 1261.0 | 99.04 | 1731.0 | 0.10340 | 0.024230 | 0.19220 | 0.09791 | 0.01678 | 0.16280 | 0.14400 | 0.03950 | 0.3215 | 1 | 0.05533 | 0.002498 | 0.06637 | 131.20 | 5.203 | 155.00 | 20.13 | 0.7655 | 23.690 | 0.09780 | 0.005769 | 0.11660 | 0.1752 | 0.01898 | 0.2572 | 28.25 | 2.463 | 38.25 |
| 566 | 858.1 | 48.55 | 1124.0 | 0.10230 | 0.037310 | 0.30940 | 0.05302 | 0.01557 | 0.14180 | 0.09251 | 0.04730 | 0.3403 | 1 | 0.05648 | 0.003892 | 0.07820 | 108.30 | 3.425 | 126.70 | 16.60 | 0.4564 | 18.980 | 0.08455 | 0.005903 | 0.11390 | 0.1590 | 0.01318 | 0.2218 | 28.08 | 1.075 | 34.12 |
| 567 | 1265.0 | 86.22 | 1821.0 | 0.27700 | 0.061580 | 0.86810 | 0.15200 | 0.01664 | 0.26500 | 0.35140 | 0.07117 | 0.9387 | 1 | 0.07016 | 0.006185 | 0.12400 | 140.10 | 5.772 | 184.60 | 20.60 | 0.7260 | 25.740 | 0.11780 | 0.006522 | 0.16500 | 0.2397 | 0.02324 | 0.4087 | 29.33 | 1.595 | 39.42 |
| 568 | 181.0 | 19.15 | 268.6 | 0.04362 | 0.004660 | 0.06444 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.0000 | 0 | 0.05884 | 0.002783 | 0.07039 | 47.92 | 2.548 | 59.16 | 7.76 | 0.3857 | 9.456 | 0.05263 | 0.007189 | 0.08996 | 0.1587 | 0.02676 | 0.2871 | 24.54 | 1.428 | 30.37 |